{"id":"W6887704826","doi":"10.17605/osf.io/g8erw","title":"Replicating cardiovascular outcome trials for type 2 diabetes using real-world evidence: protocol for a systematic review of observational studies.","year":2023,"lang":"en","type":"other","venue":"Open Science Framework","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Randomized controlled trial; Type 2 diabetes; Clinical trial; Population; Drug; Protocol (science); Alternative medicine; Systematic review","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.09294659,0.0006768184,0.007314697,0.0006946793,0.0005058446,0.0004476635,0.005260369,0.0003052613,0.0001250753],"category_scores_gemma":[0.3833167,0.0005033335,0.001312851,0.007171273,0.0007244129,0.0006910359,0.001300872,0.0003259744,0.0001229258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001003701,"about_ca_system_score_gemma":0.001985666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001816014,"about_ca_topic_score_gemma":0.0000560679,"domain_scores_codex":[0.9897658,0.001010832,0.003862536,0.001907118,0.00254309,0.000910572],"domain_scores_gemma":[0.9690404,0.01481773,0.007653954,0.005074341,0.003213182,0.0002004292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0000451143,0.00004390959,0.000836551,0.9252658,0.001580191,7.326589e-7,0.00007172444,0.0000531517,0.00006939084,0.003160198,0.06873633,0.0001369245],"study_design_scores_gemma":[0.0004428322,0.00009955857,0.00003320288,0.9759721,0.002165767,6.61426e-7,0.00005831244,0.0003550006,0.00006838317,0.001543598,0.01864551,0.0006151323],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.000002475057,0.01621028,0.001226491,0.0002056405,0.0007334477,0.9783274,0.0004694797,0.0003775542,0.002447257],"genre_scores_gemma":[0.000002500397,0.0004720068,0.160465,0.0002900381,0.0004830468,0.816525,0.00001341463,0.001296171,0.02045282],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.2903701,"threshold_uncertainty_score":0.9997419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7590346880516798,"score_gpt":0.6122305801548796,"score_spread":0.1468041078968002,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}